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Data Observability For Life Sciences

Your solution to unseen data problems that affect patient safety, clinical trials, R&D and regulatory compliance.

Innovate, Produce, and Market Faster with Trusted Data

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Ensuring ESG Data Accuracy & Compliance in Life Sciences

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Transform Life Sciences with Intelligent Data Operations

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Data Observability For Life Sciences

Your solution to unseen data problems that affect patient safety, clinical trials, R&D and regulatory compliance.

Acceldata's real-time monitoring and automated reconciliation have significantly enhanced our data accuracy, increasing it by 35%, and has led to a 25% improvement in the reliability of our nutritional research and a 30% faster product development cycle.
Head of Data Analytics, Anonymous Customer in Food and Health Sciences.
Trusted by Top G2000 Data and AI Enterprises

Why Your Patient & R&D Data Problems Go Unseen

Data Quality solution does 
not scale
Monitoring only at the consumption zone (or not Shifting Left)
Inability to connect the dots across data, pipelines, and infrastructure problems
Data Quality Solution does not scale
Monitoring only at the consumption zone
Inability to connect the dots across data, pipelines, and infrastructure problems

Achieve Data Excellence with Acceldata

Pharmaceuticals: Enhanced Clinical Trial Data Quality

Accurate Data Collection

Ensure precision in clinical trial data with automated data discovery, classification and continuous real-time monitoring.

Improved Compliance

Meet regulatory requirements efficiently with automated data integrity and quality checks throughout your data landscape and across all your complex data pipelines.

Biotechnology: Operationalize Regulatory Policies

Automated Compliance Tracking

Simplify adherence to complex regulatory policies with proactive continuously-on monitoring using automated rules.

Policy Integration

Seamlessly integrate and enforce regulatory policies within operational workflows and data pipelines by identifying previously unknown gaps in coverage and using an easily extensible policies and rules framework.

Medical Devices: Continuous Monitoring of Transmissions

Real-Time Alerts on Transmission Anomalies & Issues

Ensure consistency & high SLAs of R&D for medical devices, reduce manual error-prone efforts, and swiftly address device performance issues, with continuous monitoring of production data, pipelines and infrastructure, automatic anomaly detection and data reconciliation.

Enhanced Reliability

Ensure consistent device performance with continuous monitoring and diagnostics of your data pipelines & infrastructure and resolve with detailed RCA and audit trails.

Data Observability: Transforming Life Sciences Operations

Enhance Clinical Trials, Drug Discovery, and Compliance with Acceldata

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Healthcare Services: Easier Corrective and Preventive Actions

Improve Patient Care

Shift-left data quality checks with actionable data insights and automated recommendations to enhance the accuracy and reliability of data from the outset, and reduce errors by fixing issues early in the data supply chain.

Streamlined Processes

Improve response times and patient SLAs with enhanced effectiveness of corrective and preventive actions through OOTB controls, extensible rules and automated remediation & auditable data.

Diagnostics: Continuous Visibility into Test Results

Enhanced Accuracy & Control

Gain real-time access to diagnostic test results for faster decision-making, and reduce errors and inconsistencies with continuous visibility into your data, pipelines and infrastructure.

Increased accuracy of AI/ML models

Deliver fresh, good-quality data to your AI/ML models to improve model accuracy and enhance diagnostic precision, leading to faster and more reliable patient outcomes

Biomedical Research: Data Lineage and Traceability

Complete Data Tracking

Minimize human errors and time lags with automatic data lineage mapping, comprehensive tracking & traceability throughout your research processes from system of origin to consumption.

Enhanced Reproducibility

Ensure the reproducibility of research findings with detailed data history and traceability, and reduce AI/ML model rework and retraining costs with continuous checks and balances in your data and pipelines.

Continuous visibility into our production data has been instrumental in maintaining the high quality and performance standards we require for our health science products. Production quality issues decreased by 30% in the 1st quarter, ensuring consistent product performance.
Production Quality Director, Anonymous Customer in Food and Health Sciences.
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ADM is here—ask your data anything and let xLake MCP’s AI agents fix issues on the fly. Book a Demo →
Data Observability for Life Sciences

Unleash Reliable Data for Life Sciences

Poor data quality risks lives, delays trials, inflates costs, and undermines compliance. Fix it fast with AI-powered observability.

Transform Life Sciences with Intelligent Data Operations

Watch Full Video
Watch Video
WHITEPAPER
Innovate, Produce, and Market Faster with Trusted Data
Download Whitepaper
GUIDE
Enhance Clinical Trials, Drug Discovery, and Compliance
Download Guide
WHITEPAPER
Ensure ESG Data Accuracy & Compliance
Download Whitepaper

Unify Data. Restore Trust. Drive Innovation.

Siloed trial, genomic, and commercial data erode confidence and delay breakthroughs. Acceldata unifies pipelines to boost data quality, power confident decisions, and support compliance-readiness across life sciences.

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Data you can’t trust is data you can’t act on.
— Chief Data Officer, Global Life Sciences Leader

Conquer Data Barriers to Lead Life Sciences

Fix what’s broken–Fast.

Data Fragmentation

Disconnected systems fragment research data, hindering insights and collaboration.

Impact

Slower drug discovery and delayed regulatory submissions.

Compliance Gaps

Meeting FDA, EMA, and GxP standards demands robust audit trails and data integrity.

Impact

Risk of non-compliance and submission setbacks.

Market Delays

Competitive markets require accurate, actionable data without sacrificing quality.

Impact

Lost revenue and market share.

Data Errors

Inconsistent or incomplete data undermines decisions, trials, and scientific rigor.

Impact

Failed trials and wasted R&D investment.

Cost of Poor Data Management

$2.5B
Average Cost of a Failed Drug
15 Years
Clinical Trial Failure Rate
90%
Time from Discovery to Market
Unlock Data-Driven Success

Purpose-Built for Every Sector

Build confidence in every pipeline—from discovery to delivery.

Data inconsistencies delay trials and increase regulatory risk. Acceldata observes pipeline quality across R&D, trials, and manufacturing to support compliance-readiness and speed time to market.
Detect pipeline anomalies before they disrupt operations
Gain quality insights across preclinical and commercial pipelines
Support GxP, FDA, and EMA data compliance-readiness
AI-driven discovery requires reproducible, high-quality data. Acceldata validates genomic and molecular pipelines to ensure clean, lineage-traceable data for next-gen therapies.
Validate and reconcile genomic data for AI/ML model inputs
Maintain traceability from lab systems to production analytics
Reduce rework and improve research efficiency
Siloed telemetry and manufacturing systems create blind spots in product quality. Acceldata tracks data pipeline health to help improve device reliability and regulatory audit-readiness.
Observe data flows from MES and ERP for quality assurance
Surface anomalies and drift in post-market datasets
Help enable audit trails to support FDA safety reporting
Drift and data quality issues compromise diagnostic accuracy. Acceldata ensures stable, validated pipelines to improve consistency in diagnostic test data and AI model performance.
Maintain pipeline stability for lab data and test results
Validate data powering AI/ML-driven diagnostics
Improve model reliability and reduce misdiagnosis risk

Power the Life Sciences Value Chain

Drive trusted data at every stage—from lab to launch.

Precision Research & Discovery

Isolated datasets slow breakthroughs and stall AI models.

Acceldata unifies and validates research data flows, enabling reproducible, AI-driven discovery with high anomaly detection accuracy.
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Streamlined Clinical Trials

Inconsistent trial data risks audits and submission delays. 

Acceldata tracks clinical pipelines across environments, ensuring data quality to support HIPAA, GxP, and FDA/EMA compliance-readiness and speed regulatory filings.
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Resilient Manufacturing & Supply Chain

Disconnected MES and ERP systems hinder traceability and QA.

Acceldata ensures consistent, high-quality data across manufacturing and logistics, supporting GMP compliance-readiness and faster issue resolution.
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Effective Commercialization

Fragmented claims and HCP data reduce pricing and forecasting accuracy.

Acceldata ensures high-quality commercial data for sharper analytics and confident real-world evidence reporting.
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Strengthened Regulatory Readiness

Data gaps increase audit risks.

Acceldata builds audit-ready pipelines with flexible quality rules, supporting HIPAA, GxP, FDA, and ESG compliance-readiness without slowing operations.
Learn More

Empower Every Role with Precision

Drive smarter outcomes—from architecture to analytics.

Challenge
Chief Data Officer
Data Architect
Data Engineer
Data Scientist
Data Product Manager
Data Analyst
Data Governance Head
Data Steward
Challenge
Trial silos undermine R&D strategy
Fragmented clinical/genomic systems
Clinical pipeline failures disrupt trial timelines
Inconsistent genomic inputs skew AI/ML models
Inaccurate data weakens trial analytics
Reporting lags slow clinical and operational insight
Compliance gaps increase FDA and ESG audit risk
Manual checks and siloed tools slow data validation
Impact
Cross-domain visibility supports data-driven decisions and compliance
Unified clinical pipelines ensure trial/genomic interoperability
AI anomaly detection with >99% accuracy prevents trial delays
Validated data accelerates discovery and reduces model rework
Trusted inputs fuel product insights and stakeholder confidence
Automated workflows speed submission-ready metrics
Audit-ready pipelines support HIPAA, GxP, and 21 CFR Part 11
Continuous quality monitoring and lineage deliver trusted, submission-ready data faster
See Use Case Ebook

Proven by Life Sciences Leaders Worldwide

See how data teams deliver results with Acceldata.

View the Case Study Ebook
Global Top 10 Pharma Enterprise
Streamlined trial reconciliation with real-time dataset validation, enhancing clinical operations and data trust.
Global Pharmaceutical Leader
Unified 8 supply chain domains, replaced 80+ SQL rules, enabled daily Snowflake monitoring, cutting issue detection to under 24 hours.
Global Life Sciences Innovator
Launched clinical data products faster, optimized cloud costs, and built trust in hybrid environments.
Leading Pharma Enterprise
Minimized reporting anomalies with full Snowflake/Databricks visibility, ensuring reliable trial analytics during migration.
Global Top 10 Pharma Enterprise
Market-Leading Life Sciences Trailblazer
Premier Life Sciences Innovator
Multinational Pharmaceutical Powerhouse

Why Life Sciences Teams Choose Acceldata

Built for scale, compliance, and AI-ready pipelines.

Observability & Scale
Unifies data quality, pipeline, and cost at petabyte scale.
AI Innovation
Shift-left anomaly detection delivers >99% validation accuracy.
Compliance Enablement
Supports adaptable rules for FDA, EMA, GxP, ESRS, and IVDR.
Flexible Integration
Connects with Snowflake, Databricks, SAP HANA, and key life sciences platforms.

From Signal to Strategy: The 3-Step Approach

Unify pipelines, validate data, and deliver insights—at scale.

Connect & Observe
Integrate seamlessly with trial, genomic, and supply chain data across systems.
Detect & Validate
Identify and resolve drift, anomalies, and lineage issues with AI precision.
Scale & Report
Deliver audit-ready insights for clinical, compliance, and commercial use.

Lead the Next Era of Life Sciences

Turn trust Into your competitive edge.

Accelerate Therapies
Speed drug development with reliable data.
Strengthen Compliance
Align with FDA, EMA, ESRS, and CSRD standards.
Ignite AI
Fuel precision medicine with validated insights.
Maximize Efficiency
Slash trial, cloud, and operational costs at scale
Lead with Acceldata

Got Questions? Get Clarity

How does Acceldata support life sciences regulatory compliance?

Build audit-ready pipelines for HIPAA, GxP, 21 CFR Part 11, ESRS compliance.

Can Acceldata integrate with clinical or commercial systems?

Connect Snowflake, Databricks, Veeva Vault, Medidata, and more for unified data flows.

Does Acceldata access sensitive patient data?

Operates at the metadata level to ensure privacy without touching raw patient data.

How does Acceldata differ from legacy tools?

AI-powered observability across data, pipeline, cost, infra and user at petabyte scale.

Can Acceldata enable ESG reporting?

Unify and validate ESG data for ESRS and CSRD sustainability disclosures.

What data domains does Acceldata support in life sciences?

Support spans clinical trials, genomics, supply chain, commercial operations, compliance, and more—across cloud, on-premise, and hybrid environments.

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